Pandas Profiling Report

Dataset statistics

Number of variables	46
Number of observations	4000
Missing cells	635
Missing cells (%)	0.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	376.0 B

Variable types

CAT	29
NUM	16
BOOL	1

Warnings

`LOT_ID` has a high cardinality: 200 distinct values	High cardinality
`DATE_1BLACK` has a high cardinality: 124 distinct values	High cardinality
`TIME_1BLACK` has a high cardinality: 3993 distinct values	High cardinality
`TIME_2AG` has a high cardinality: 3993 distinct values	High cardinality
`TIME_3BUS` has a high cardinality: 3993 distinct values	High cardinality
`TIME_4DIELEC` has a high cardinality: 3993 distinct values	High cardinality
`TIME_5MGO` has a high cardinality: 3993 distinct values	High cardinality
`TIME_6PHOS` has a high cardinality: 3991 distinct values	High cardinality
`TIME_7PASTE` has a high cardinality: 3993 distinct values	High cardinality
`TIME_8AGING` has a high cardinality: 3993 distinct values	High cardinality
`TAT_2AG_3EXPOSURE` has 88 (2.2%) missing values	Missing
`TAT_4DIELEC_FIRE` has 165 (4.1%) missing values	Missing
`TAT_5MGO` has 57 (1.4%) missing values	Missing
`TAT_6PHOS_2G_1DISPENSER` has 47 (1.2%) missing values	Missing
`TAT_6PHOS_2G_2DRY` has 57 (1.4%) missing values	Missing
`TAT_8AGING` has 44 (1.1%) missing values	Missing
`LOT_ID` is uniformly distributed	Uniform
`PANEL_ID` is uniformly distributed	Uniform
`DATE_1BLACK` is uniformly distributed	Uniform
`TIME_1BLACK` is uniformly distributed	Uniform
`TIME_2AG` is uniformly distributed	Uniform
`TIME_3BUS` is uniformly distributed	Uniform
`TIME_4DIELEC` is uniformly distributed	Uniform
`TIME_5MGO` is uniformly distributed	Uniform
`TIME_6PHOS` is uniformly distributed	Uniform
`TIME_7PASTE` is uniformly distributed	Uniform
`TIME_8AGING` is uniformly distributed	Uniform
`TAT_6PHOS_1R_1DISPENSER` has 41 (1.0%) zeros	Zeros

Reproduction

Analysis started	2020-11-28 03:33:18.540219
Analysis finished	2020-11-28 03:34:06.073389
Duration	47.53 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

JUDGE
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

양품	3573
명점	427

Frequencies
Length

Value	Count	Frequency (%)
양품	3573	89.3%
명점	427	10.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

LOT_ID
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	200
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

LOT-197	20
LOT-248	20
LOT-117	20
LOT-146	20
LOT-189	20
Other values (195)	3900

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
LOT-197	20	0.5%
LOT-248	20	0.5%
LOT-117	20	0.5%
LOT-146	20	0.5%
LOT-189	20	0.5%
LOT-225	20	0.5%
LOT-133	20	0.5%
LOT-131	20	0.5%
LOT-195	20	0.5%
LOT-218	20	0.5%
Other values (190)	3800	95.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	7
Min length	7

PANEL_ID
Categorical

UNIFORM

Distinct	20
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

PNL-01	200
PNL-18	200
PNL-15	200
PNL-14	200
PNL-12	200
Other values (15)	3000

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
PNL-01	200	5.0%
PNL-18	200	5.0%
PNL-15	200	5.0%
PNL-14	200	5.0%
PNL-12	200	5.0%
PNL-17	200	5.0%
PNL-06	200	5.0%
PNL-09	200	5.0%
PNL-16	200	5.0%
PNL-07	200	5.0%
Other values (10)	2000	50.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	6
Min length	6

DATE_1BLACK
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	124
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2019-06-25	33
2019-04-28	33
2019-07-02	33
2019-04-18	33
2019-06-30	33
Other values (119)	3835

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2019-06-25	33	0.8%
2019-04-28	33	0.8%
2019-07-02	33	0.8%
2019-04-18	33	0.8%
2019-06-30	33	0.8%
2019-06-03	33	0.8%
2019-04-08	33	0.8%
2019-05-14	33	0.8%
2019-04-12	33	0.8%
2019-04-24	33	0.8%
Other values (114)	3670	91.8%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

TIME_1BLACK
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	3993
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2019-05-21 0:32	2
2019-06-21 12:35	2
2019-04-12 21:44	2
2019-07-10 16:34	2
2019-04-06 13:39	2
Other values (3988)	3990

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2019-05-21 0:32	2	0.1%
2019-06-21 12:35	2	0.1%
2019-04-12 21:44	2	0.1%
2019-07-10 16:34	2	0.1%
2019-04-06 13:39	2	0.1%
2019-07-09 20:38	2	0.1%
2019-04-25 7:17	2	0.1%
2019-07-20 6:56	1	< 0.1%
2019-04-17 16:55	1	< 0.1%
2019-04-19 1:24	1	< 0.1%
Other values (3983)	3983	99.6%

Frequencies of value counts

Unique

Unique	3986 ?
Unique (%)	99.7%

Histogram of lengths of the category

Length

Max length	16
Median length	16
Mean length	15.5835
Min length	15

TIME_2AG
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	3993
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2019-04-25 12:37	2
2019-07-10 21:54	2
2019-04-13 3:04	2
2019-07-10 1:58	2
2019-06-21 17:55	2
Other values (3988)	3990

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2019-04-25 12:37	2	0.1%
2019-07-10 21:54	2	0.1%
2019-04-13 3:04	2	0.1%
2019-07-10 1:58	2	0.1%
2019-06-21 17:55	2	0.1%
2019-04-06 18:59	2	0.1%
2019-05-21 5:52	2	0.1%
2019-05-17 13:16	1	< 0.1%
2019-04-13 20:03	1	< 0.1%
2019-08-02 0:46	1	< 0.1%
Other values (3983)	3983	99.6%

Frequencies of value counts

Unique

Unique	3986 ?
Unique (%)	99.7%

Histogram of lengths of the category

Length

Max length	16
Median length	16
Mean length	15.58325
Min length	15

TIME_3BUS
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	3993
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2019-04-13 8:44	2
2019-04-25 18:17	2
2019-06-21 23:35	2
2019-05-21 11:32	2
2019-07-11 3:34	2
Other values (3988)	3990

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2019-04-13 8:44	2	0.1%
2019-04-25 18:17	2	0.1%
2019-06-21 23:35	2	0.1%
2019-05-21 11:32	2	0.1%
2019-07-11 3:34	2	0.1%
2019-07-10 7:38	2	0.1%
2019-04-07 0:39	2	0.1%
2019-05-19 5:38	1	< 0.1%
2019-06-14 4:03	1	< 0.1%
2019-07-25 17:32	1	< 0.1%
Other values (3983)	3983	99.6%

Frequencies of value counts

Unique

Unique	3986 ?
Unique (%)	99.7%

Histogram of lengths of the category

Length

Max length	16
Median length	16
Mean length	15.5835
Min length	15

TIME_4DIELEC
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	3993
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2019-06-27 2:15	2
2019-04-12 3:19	2
2019-04-30 20:57	2
2019-04-18 11:24	2
2019-07-16 6:14	2
Other values (3988)	3990

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2019-06-27 2:15	2	0.1%
2019-04-12 3:19	2	0.1%
2019-04-30 20:57	2	0.1%
2019-04-18 11:24	2	0.1%
2019-07-16 6:14	2	0.1%
2019-05-26 14:12	2	0.1%
2019-07-15 10:18	2	0.1%
2019-06-03 6:47	1	< 0.1%
2019-08-02 22:02	1	< 0.1%
2019-05-08 20:55	1	< 0.1%
Other values (3983)	3983	99.6%

Frequencies of value counts

Unique

Unique	3986 ?
Unique (%)	99.7%

Histogram of lengths of the category

Length

Max length	16
Median length	16
Mean length	15.5835
Min length	15

TIME_5MGO
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	3993
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2019-04-23 1:24	2
2019-05-05 10:57	2
2019-07-01 16:15	2
2019-05-31 4:12	2
2019-07-20 0:18	2
Other values (3988)	3990

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2019-04-23 1:24	2	0.1%
2019-05-05 10:57	2	0.1%
2019-07-01 16:15	2	0.1%
2019-05-31 4:12	2	0.1%
2019-07-20 0:18	2	0.1%
2019-07-20 20:14	2	0.1%
2019-04-16 17:19	2	0.1%
2019-06-19 19:16	1	< 0.1%
2019-07-20 1:02	1	< 0.1%
2019-07-22 9:54	1	< 0.1%
Other values (3983)	3983	99.6%

Frequencies of value counts

Unique

Unique	3986 ?
Unique (%)	99.7%

Histogram of lengths of the category

Length

Max length	16
Median length	16
Mean length	15.583
Min length	15

TIME_6PHOS
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	3991
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2019-06-07 6:52	2
2019-05-23 19:30	2
2019-07-13 10:10	2
2019-04-09 9:49	2
2019-06-07 9:49	2
Other values (3986)	3990

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2019-06-07 6:52	2	0.1%
2019-05-23 19:30	2	0.1%
2019-07-13 10:10	2	0.1%
2019-04-09 9:49	2	0.1%
2019-06-07 9:49	2	0.1%
2019-06-24 6:42	2	0.1%
2019-04-15 17:44	2	0.1%
2019-07-12 14:15	2	0.1%
2019-04-28 2:57	2	0.1%
2019-07-02 7:11	1	< 0.1%
Other values (3981)	3981	99.5%

Frequencies of value counts

Unique

Unique	3982 ?
Unique (%)	99.6%

Histogram of lengths of the category

Length

Max length	16
Median length	16
Mean length	15.583
Min length	15

TIME_7PASTE
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	3993
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2019-05-31 13:12	2
2019-04-23 10:24	2
2019-07-21 5:14	2
2019-07-02 1:15	2
2019-07-20 9:18	2
Other values (3988)	3990

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2019-05-31 13:12	2	0.1%
2019-04-23 10:24	2	0.1%
2019-07-21 5:14	2	0.1%
2019-07-02 1:15	2	0.1%
2019-07-20 9:18	2	0.1%
2019-04-17 2:19	2	0.1%
2019-05-05 19:57	2	0.1%
2019-07-06 7:09	1	< 0.1%
2019-07-22 13:43	1	< 0.1%
2019-05-18 11:25	1	< 0.1%
Other values (3983)	3983	99.6%

Frequencies of value counts

Unique

Unique	3986 ?
Unique (%)	99.7%

Histogram of lengths of the category

Length

Max length	16
Median length	16
Mean length	15.58275
Min length	15

TIME_8AGING
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	3993
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2019-05-05 21:37	2
2019-04-23 12:04	2
2019-05-31 14:52	2
2019-07-21 6:54	2
2019-04-17 3:59	2
Other values (3988)	3990

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2019-05-05 21:37	2	0.1%
2019-04-23 12:04	2	0.1%
2019-05-31 14:52	2	0.1%
2019-07-21 6:54	2	0.1%
2019-04-17 3:59	2	0.1%
2019-07-02 2:55	2	0.1%
2019-07-20 10:58	2	0.1%
2019-04-28 20:33	1	< 0.1%
2019-04-17 23:10	1	< 0.1%
2019-07-06 13:14	1	< 0.1%
Other values (3983)	3983	99.6%

Frequencies of value counts

Unique

Unique	3986 ?
Unique (%)	99.7%

Histogram of lengths of the category

Length

Max length	16
Median length	16
Mean length	15.5845
Min length	15

MC_1BLACK_1PRINT
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2160
2호기	1840

Frequencies
Length

Value	Count	Frequency (%)
1호기	2160	54.0%
2호기	1840	46.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_1BLACK_2RTD
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2180
2호기	1820

Frequencies
Length

Value	Count	Frequency (%)
1호기	2180	54.5%
2호기	1820	45.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_2AG_1PRINT
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2020
2호기	1980

Frequencies
Length

Value	Count	Frequency (%)
1호기	2020	50.5%
2호기	1980	49.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_2AG_2RTD
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2180
2호기	1820

Frequencies
Length

Value	Count	Frequency (%)
1호기	2180	54.5%
2호기	1820	45.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_2AG_3EXPOSURE
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2020
2호기	1980

Frequencies
Length

Value	Count	Frequency (%)
1호기	2020	50.5%
2호기	1980	49.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_3BUS_1DEVELOP
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2호기	2040
1호기	1960

Frequencies
Length

Value	Count	Frequency (%)
2호기	2040	51.0%
1호기	1960	49.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_3BUS_2FIRE
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2180
2호기	1820

Frequencies
Length

Value	Count	Frequency (%)
1호기	2180	54.5%
2호기	1820	45.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_4DIELEC_1FIRE
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

3호기	1380
1호기	1340
2호기	1280

Frequencies
Length

Value	Count	Frequency (%)
3호기	1380	34.5%
1호기	1340	33.5%
2호기	1280	32.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_5MGO
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2호기	2040
1호기	1960

Frequencies
Length

Value	Count	Frequency (%)
2호기	2040	51.0%
1호기	1960	49.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_6PHOS_1R_1DISPENSER
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2240
2호기	1760

Frequencies
Length

Value	Count	Frequency (%)
1호기	2240	56.0%
2호기	1760	44.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_6PHOS_1R_2DRY
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2호기	2140
1호기	1860

Frequencies
Length

Value	Count	Frequency (%)
2호기	2140	53.5%
1호기	1860	46.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_6PHOS_2G_1DISPENSER
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2120
2호기	1880

Frequencies
Length

Value	Count	Frequency (%)
1호기	2120	53.0%
2호기	1880	47.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_6PHOS_2G_2DRY
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2260
2호기	1740

Frequencies
Length

Value	Count	Frequency (%)
1호기	2260	56.5%
2호기	1740	43.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_6PHOS_3B_1DISPENSER
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2100
2호기	1900

Frequencies
Length

Value	Count	Frequency (%)
1호기	2100	52.5%
2호기	1900	47.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_6PHOS_4FIRE
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

2호기	1420
3호기	1420
1호기	1160

Frequencies
Length

Value	Count	Frequency (%)
2호기	1420	35.5%
3호기	1420	35.5%
1호기	1160	29.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_7PASTE
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2200
2호기	1800

Frequencies
Length

Value	Count	Frequency (%)
1호기	2200	55.0%
2호기	1800	45.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MC_8AGING
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.2 KiB

1호기	2200
2호기	1800

Frequencies
Length

Value	Count	Frequency (%)
1호기	2200	55.0%
2호기	1800	45.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

TAT_1BLACK_1PRINT
Real number (ℝ_≥0)

Distinct	19
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	87.69525
Minimum	74
Maximum	102
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	74
5-th percentile	80
Q1	86
median	88
Q3	88
95-th percentile	100
Maximum	102
Range	28
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.709981255
Coefficient of variation (CV)	0.05370851049
Kurtosis	2.031563543
Mean	87.69525
Median Absolute Deviation (MAD)	2
Skewness	0.8843389964
Sum	350781
Variance	22.18392342
Monotocity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
88	1528	38.2%
86	1431	35.8%
100	203	5.1%
98	166	4.2%
78	156	3.9%
80	114	2.9%
87	61	1.5%
84	57	1.4%
94	43	1.1%
85	43	1.1%
Other values (9)	198	5.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
74	2	0.1%
76	34	0.9%
78	156	3.9%
80	114	2.9%
82	16	0.4%

Value	Count	Frequency (%)
102	13	0.3%
100	203	5.1%
98	166	4.2%
97	6	0.1%
96	37	0.9%

TAT_1BLACK_2RTD
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	0.3%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	219.496997
Minimum	100
Maximum	400
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	100
5-th percentile	210
Q1	210
median	220
Q3	220
95-th percentile	250
Maximum	400
Range	300
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	15.35144373
Coefficient of variation (CV)	0.06993919706
Kurtosis	34.26119742
Mean	219.496997
Median Absolute Deviation (MAD)	10
Skewness	3.437096024
Sum	877110
Variance	235.6668245
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
210	1642	41.0%
220	1404	35.1%
230	297	7.4%
240	248	6.2%
250	131	3.3%
200	121	3.0%
260	108	2.7%
190	28	0.7%
270	7	0.2%
400	5	0.1%
Other values (2)	5	0.1%
(Missing)	4	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
100	2	0.1%
190	28	0.7%
200	121	3.0%
210	1642	41.0%
220	1404	35.1%

Value	Count	Frequency (%)
400	5	0.1%
380	3	0.1%
270	7	0.2%
260	108	2.7%
250	131	3.3%

TAT_2AG_1PRINT
Real number (ℝ_≥0)

Distinct	21
Distinct (%)	0.5%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	84.53955934
Minimum	62
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	62
5-th percentile	80
Q1	84
median	84
Q3	86
95-th percentile	90
Maximum	100
Range	38
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.188864674
Coefficient of variation (CV)	0.03772038438
Kurtosis	7.358017926
Mean	84.53955934
Median Absolute Deviation (MAD)	2
Skewness	-0.5015706597
Sum	337651
Variance	10.16885791
Monotocity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
84	1761	44.0%
88	473	11.8%
82	416	10.4%
86	364	9.1%
90	249	6.2%
80	186	4.7%
83	135	3.4%
78	122	3.0%
85	74	1.8%
87	41	1.0%
Other values (11)	173	4.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
62	10	0.2%
72	9	0.2%
78	122	3.0%
79	15	0.4%
80	186	4.7%

Value	Count	Frequency (%)
100	7	0.2%
98	8	0.2%
96	2	0.1%
94	2	0.1%
92	22	0.5%

TAT_2AG_2RTD
Real number (ℝ_≥0)

Distinct	14
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	70.56475
Minimum	63
Maximum	93
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	63
5-th percentile	69
Q1	69
median	69
Q3	72
95-th percentile	75
Maximum	93
Range	30
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.490453378
Coefficient of variation (CV)	0.03529316518
Kurtosis	3.817127912
Mean	70.56475
Median Absolute Deviation (MAD)	0
Skewness	0.8335811779
Sum	282259
Variance	6.202358027
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
69	2074	51.8%
72	1131	28.3%
74	262	6.6%
75	210	5.2%
66	145	3.6%
77	50	1.2%
71	43	1.1%
63	31	0.8%
78	19	0.5%
73	17	0.4%
Other values (4)	18	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
63	31	0.8%
66	145	3.6%
68	2	0.1%
69	2074	51.8%
71	43	1.1%

Value	Count	Frequency (%)
93	2	0.1%
80	12	0.3%
78	19	0.5%
77	50	1.2%
76	2	0.1%

TAT_2AG_3EXPOSURE
Real number (ℝ_≥0)

MISSING

Distinct	81
Distinct (%)	2.1%
Missing	88
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	162.1160532
Minimum	116
Maximum	500
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	116
5-th percentile	132
Q1	140
median	152
Q3	168
95-th percentile	208
Maximum	500
Range	384
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	43.65272672
Coefficient of variation (CV)	0.2692683782
Kurtosis	28.90998426
Mean	162.1160532
Median Absolute Deviation (MAD)	14
Skewness	4.721920473
Sum	634198
Variance	1905.56055
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
138	246	6.2%
136	232	5.8%
148	217	5.4%
150	203	5.1%
154	184	4.6%
140	183	4.6%
142	168	4.2%
152	157	3.9%
134	146	3.6%
158	143	3.6%
Other values (71)	2033	50.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
116	7	0.2%
118	15	0.4%
120	3	0.1%
122	9	0.2%
124	1	< 0.1%

Value	Count	Frequency (%)
500	20	0.5%
498	1	< 0.1%
490	1	< 0.1%
488	8	0.2%
442	1	< 0.1%

TAT_3BUS_1DEVELOP
Real number (ℝ_≥0)

Distinct	26
Distinct (%)	0.7%
Missing	34
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%

Mean	370.9309128
Minimum	36
Maximum	420
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	36
5-th percentile	336
Q1	352
median	372
Q3	384
95-th percentile	416
Maximum	420
Range	384
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	21.92774487
Coefficient of variation (CV)	0.05911544202
Kurtosis	13.07497019
Mean	370.9309128
Median Absolute Deviation (MAD)	12
Skewness	-0.8733607969
Sum	1471112
Variance	480.825995
Monotocity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
384	739	18.5%
368	433	10.8%
380	336	8.4%
352	306	7.6%
372	275	6.9%
336	223	5.6%
348	188	4.7%
416	180	4.5%
388	150	3.8%
332	137	3.4%
Other values (16)	999	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36	1	< 0.1%
324	5	0.1%
328	26	0.7%
332	137	3.4%
336	223	5.6%

Value	Count	Frequency (%)
420	25	0.6%
416	180	4.5%
412	22	0.5%
408	37	0.9%
404	38	0.9%

TAT_3BUS_2FIRE
Real number (ℝ_≥0)

Distinct	85
Distinct (%)	2.1%
Missing	9
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	6971.69331
Minimum	6480
Maximum	8973
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	6480
5-th percentile	6687
Q1	6807
median	6903
Q3	7020
95-th percentile	7467
Maximum	8973
Range	2493
Interquartile range (IQR)	213

Descriptive statistics

Standard deviation	257.3715737
Coefficient of variation (CV)	0.03691665171
Kurtosis	12.75384644
Mean	6971.69331
Median Absolute Deviation (MAD)	96
Skewness	2.434890434
Sum	27824028
Variance	66240.12697
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6900	334	8.3%
6960	297	7.4%
6840	213	5.3%
6867	213	5.3%
6807	212	5.3%
6780	197	4.9%
7020	168	4.2%
6987	167	4.2%
6720	137	3.4%
6927	132	3.3%
Other values (75)	1921	48.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6480	1	< 0.1%
6513	2	0.1%
6540	10	0.2%
6567	4	0.1%
6573	2	0.1%

Value	Count	Frequency (%)
8973	5	0.1%
8970	2	0.1%
8967	8	0.2%
7827	1	< 0.1%
7800	1	< 0.1%

TAT_4DIELEC_FIRE
Real number (ℝ_≥0)

MISSING

Distinct	49
Distinct (%)	1.3%
Missing	165
Missing (%)	4.1%
Infinite	0
Infinite (%)	0.0%

Mean	6520.297784
Minimum	6393
Maximum	8973
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	6393
5-th percentile	6420
Q1	6453
median	6480
Q3	6540
95-th percentile	6633
Maximum	8973
Range	2580
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	205.7778289
Coefficient of variation (CV)	0.0315595753
Kurtosis	113.4300964
Mean	6520.297784
Median Absolute Deviation (MAD)	33
Skewness	9.933333258
Sum	25005342
Variance	42344.51485
Monotocity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
6480	663	16.6%
6453	586	14.6%
6447	485	12.1%
6420	410	10.2%
6513	276	6.9%
6507	269	6.7%
6600	254	6.3%
6540	249	6.2%
6573	146	3.6%
6567	122	3.0%
Other values (39)	375	9.4%
(Missing)	165	4.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6393	9	0.2%
6420	410	10.2%
6447	485	12.1%
6453	586	14.6%
6477	5	0.1%

Value	Count	Frequency (%)
8973	14	0.4%
8967	8	0.2%
7467	1	< 0.1%
7407	1	< 0.1%
7353	1	< 0.1%

TAT_5MGO
Real number (ℝ_≥0)

MISSING

Distinct	15
Distinct (%)	0.4%
Missing	57
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%

Mean	533.8701496
Minimum	350
Maximum	820
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	350
5-th percentile	530
Q1	530
median	530
Q3	540
95-th percentile	540
Maximum	820
Range	470
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	20.57482858
Coefficient of variation (CV)	0.03853901289
Kurtosis	69.79778436
Mean	533.8701496
Median Absolute Deviation (MAD)	0
Skewness	3.994812285
Sum	2105050
Variance	423.3235709
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
530	2282	57.0%
540	1499	37.5%
520	32	0.8%
550	25	0.6%
470	25	0.6%
460	23	0.6%
730	23	0.6%
560	11	0.3%
480	8	0.2%
360	6	0.1%
Other values (5)	9	0.2%
(Missing)	57	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
350	1	< 0.1%
360	6	0.1%
400	5	0.1%
460	23	0.6%
470	25	0.6%

Value	Count	Frequency (%)
820	1	< 0.1%
730	23	0.6%
720	1	< 0.1%
570	1	< 0.1%
560	11	0.3%

TAT_6PHOS_1R_1DISPENSER
Real number (ℝ_≥0)

ZEROS

Distinct	16
Distinct (%)	0.4%
Missing	25
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%

Mean	80.12528302
Minimum	0
Maximum	100
Zeros	41
Zeros (%)	1.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	0
5-th percentile	76
Q1	78
median	80
Q3	80
95-th percentile	98
Maximum	100
Range	100
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	10.02419831
Coefficient of variation (CV)	0.1251065573
Kurtosis	40.18123964
Mean	80.12528302
Median Absolute Deviation (MAD)	2
Skewness	-4.732802637
Sum	318498
Variance	100.4845519
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
78	1625	40.6%
80	1384	34.6%
76	209	5.2%
82	169	4.2%
100	166	4.2%
98	95	2.4%
86	47	1.2%
88	46	1.1%
90	43	1.1%
84	41	1.0%
Other values (6)	150	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41	1.0%
72	6	0.1%
74	7	0.2%
76	209	5.2%
78	1625	40.6%

Value	Count	Frequency (%)
100	166	4.2%
98	95	2.4%
96	37	0.9%
94	21	0.5%
92	38	0.9%

TAT_6PHOS_1R_2DRY
Real number (ℝ_≥0)

Distinct	91
Distinct (%)	2.3%
Missing	25
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%

Mean	404.2988679
Minimum	297
Maximum	606
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	297
5-th percentile	324
Q1	369
median	393
Q3	429
95-th percentile	567
Maximum	606
Range	309
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	63.46406626
Coefficient of variation (CV)	0.1569731486
Kurtosis	2.153778466
Mean	404.2988679
Median Absolute Deviation (MAD)	30
Skewness	1.368101336
Sum	1607088
Variance	4027.687706
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
390	332	8.3%
393	236	5.9%
387	175	4.4%
372	166	4.2%
369	157	3.9%
597	153	3.8%
396	115	2.9%
432	113	2.8%
402	90	2.2%
426	89	2.2%
Other values (81)	2349	58.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
297	1	< 0.1%
300	26	0.7%
303	44	1.1%
306	9	0.2%
309	8	0.2%

Value	Count	Frequency (%)
606	2	0.1%
603	2	0.1%
600	3	0.1%
597	153	3.8%
594	21	0.5%

TAT_6PHOS_2G_1DISPENSER
Real number (ℝ_≥0)

MISSING

Distinct	19
Distinct (%)	0.5%
Missing	47
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%

Mean	80.91171262
Minimum	0
Maximum	102
Zeros	33
Zeros (%)	0.8%
Memory size	31.2 KiB

Quantile statistics

Minimum	0
5-th percentile	76
Q1	78
median	78
Q3	82
95-th percentile	100
Maximum	102
Range	102
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	10.33568887
Coefficient of variation (CV)	0.12774033
Kurtosis	29.58045891
Mean	80.91171262
Median Absolute Deviation (MAD)	2
Skewness	-3.376156912
Sum	319844
Variance	106.8264645
Monotocity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
78	1730	43.2%
76	610	15.2%
80	484	12.1%
100	229	5.7%
86	175	4.4%
98	173	4.3%
88	137	3.4%
82	116	2.9%
84	62	1.6%
90	59	1.5%
Other values (9)	178	4.5%
(Missing)	47	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33	0.8%
62	1	< 0.1%
64	5	0.1%
72	7	0.2%
74	28	0.7%

Value	Count	Frequency (%)
102	16	0.4%
100	229	5.7%
98	173	4.3%
96	23	0.6%
94	28	0.7%

TAT_6PHOS_2G_2DRY
Real number (ℝ_≥0)

MISSING

Distinct	36
Distinct (%)	0.9%
Missing	57
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%

Mean	377.1341618
Minimum	300
Maximum	408
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	300
5-th percentile	309
Q1	363
median	396
Q3	396
95-th percentile	399
Maximum	408
Range	108
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	30.36330844
Coefficient of variation (CV)	0.08051062861
Kurtosis	0.03396689648
Mean	377.1341618
Median Absolute Deviation (MAD)	3
Skewness	-1.258822584
Sum	1487040
Variance	921.9304993
Monotocity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
396	1367	34.2%
399	765	19.1%
393	245	6.1%
381	116	2.9%
327	110	2.8%
309	107	2.7%
330	84	2.1%
324	79	2.0%
384	72	1.8%
387	72	1.8%
Other values (26)	926	23.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
300	7	0.2%
303	37	0.9%
306	72	1.8%
309	107	2.7%
312	67	1.7%

Value	Count	Frequency (%)
408	1	< 0.1%
402	37	0.9%
399	765	19.1%
396	1367	34.2%
393	245	6.1%

TAT_6PHOS_3B_1DISPENSER
Real number (ℝ_≥0)

Distinct	17
Distinct (%)	0.4%
Missing	31
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%

Mean	83.94003527
Minimum	0
Maximum	102
Zeros	40
Zeros (%)	1.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	0
5-th percentile	78
Q1	84
median	84
Q3	86
95-th percentile	94
Maximum	102
Range	102
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	9.450712131
Coefficient of variation (CV)	0.1125888511
Kurtosis	60.13000697
Mean	83.94003527
Median Absolute Deviation (MAD)	2
Skewness	-6.906493502
Sum	333158
Variance	89.31595978
Monotocity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
84	1715	42.9%
86	736	18.4%
82	400	10.0%
78	269	6.7%
88	234	5.9%
80	135	3.4%
90	92	2.3%
94	75	1.9%
92	74	1.8%
100	69	1.7%
Other values (7)	170	4.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40	1.0%
66	3	0.1%
74	6	0.1%
76	39	1.0%
78	269	6.7%

Value	Count	Frequency (%)
102	2	0.1%
100	69	1.7%
98	50	1.2%
96	30	0.8%
94	75	1.9%

TAT_6PHOS_4FIRE
Real number (ℝ_≥0)

Distinct	107
Distinct (%)	2.7%
Missing	27
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%

Mean	7116.827335
Minimum	6695
Maximum	8996
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	6695
5-th percentile	6780
Q1	6930
median	7080
Q3	7140
95-th percentile	7320
Maximum	8996
Range	2301
Interquartile range (IQR)	210

Descriptive statistics

Standard deviation	418.0208119
Coefficient of variation (CV)	0.05873696132
Kurtosis	13.38907386
Mean	7116.827335
Median Absolute Deviation (MAD)	120
Skewness	3.584139165
Sum	28275155
Variance	174741.3992
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7140	501	12.5%
7110	316	7.9%
6960	286	7.1%
6840	196	4.9%
7170	171	4.3%
6810	151	3.8%
6990	141	3.5%
7290	138	3.5%
7020	124	3.1%
7080	123	3.1%
Other values (97)	1826	45.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6695	1	< 0.1%
6720	36	0.9%
6724	8	0.2%
6725	6	0.1%
6745	3	0.1%

Value	Count	Frequency (%)
8996	16	0.4%
8995	2	0.1%
8970	123	3.1%
8966	1	< 0.1%
8945	22	0.5%

TAT_7PASTE
Boolean

Distinct	1
Distinct (%)	< 0.1%
Missing	16
Missing (%)	0.4%
Memory size	31.2 KiB

0	3984
(Missing)	16

Common Values
Chart

Value	Count	Frequency (%)
0	3984	99.6%
(Missing)	16	0.4%

TAT_8AGING
Real number (ℝ_≥0)

MISSING

Distinct	21
Distinct (%)	0.5%
Missing	44
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	9975.342012
Minimum	3900
Maximum	12999
Zeros	0
Zeros (%)	0.0%
Memory size	31.2 KiB

Quantile statistics

Minimum	3900
5-th percentile	9749
Q1	9750
median	10074
Q3	10076
95-th percentile	10077
Maximum	12999
Range	9099
Interquartile range (IQR)	326

Descriptive statistics

Standard deviation	196.0598907
Coefficient of variation (CV)	0.01965445299
Kurtosis	246.5443629
Mean	9975.342012
Median Absolute Deviation (MAD)	2
Skewness	-6.655132
Sum	39462453
Variance	38439.48072
Monotocity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
10074	919	23.0%
10076	912	22.8%
9750	834	20.8%
10075	438	10.9%
9749	223	5.6%
10073	208	5.2%
9751	204	5.1%
10077	165	4.1%
10640	18	0.4%
10639	10	0.2%
Other values (11)	25	0.6%
(Missing)	44	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3900	1	< 0.1%
9748	1	< 0.1%
9749	223	5.6%
9750	834	20.8%
9751	204	5.1%

Value	Count	Frequency (%)
12999	1	< 0.1%
10645	1	< 0.1%
10643	3	0.1%
10640	18	0.4%
10639	10	0.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	JUDGE	LOT_ID	PANEL_ID	DATE_1BLACK	TIME_1BLACK	TIME_2AG	TIME_3BUS	TIME_4DIELEC	TIME_5MGO	TIME_6PHOS	TIME_7PASTE	TIME_8AGING	MC_1BLACK_1PRINT	MC_1BLACK_2RTD	MC_2AG_1PRINT	MC_2AG_2RTD	MC_2AG_3EXPOSURE	MC_3BUS_1DEVELOP	MC_3BUS_2FIRE	MC_4DIELEC_1FIRE	MC_5MGO	MC_6PHOS_1R_1DISPENSER	MC_6PHOS_1R_2DRY	MC_6PHOS_2G_1DISPENSER	MC_6PHOS_2G_2DRY	MC_6PHOS_3B_1DISPENSER	MC_6PHOS_4FIRE	MC_7PASTE	MC_8AGING	TAT_1BLACK_1PRINT	TAT_1BLACK_2RTD	TAT_2AG_1PRINT	TAT_2AG_2RTD	TAT_2AG_3EXPOSURE	TAT_3BUS_1DEVELOP	TAT_3BUS_2FIRE	TAT_4DIELEC_FIRE	TAT_5MGO	TAT_6PHOS_1R_1DISPENSER	TAT_6PHOS_1R_2DRY	TAT_6PHOS_2G_1DISPENSER	TAT_6PHOS_2G_2DRY	TAT_6PHOS_3B_1DISPENSER	TAT_6PHOS_4FIRE	TAT_8AGING
0	양품	LOT-101	PNL-01	2019-04-01	2019-04-01 0:01	2019-04-01 5:21	2019-04-01 11:01	2019-04-06 13:41	2019-04-11 3:41	2019-04-03 20:20	2019-04-11 12:41	2019-04-11 14:21	2호기	2호기	1호기	1호기	2호기	1호기	1호기	3호기	1호기	1호기	2호기	2호기	2호기	1호기	3호기	1호기	2호기	86	220.0	83.0	74	160.0	416.0	6900.0	6447.0	530.0	76.0	333.0	88.0	396.0	86.0	7140.0	10074.0
1	양품	LOT-101	PNL-02	2019-04-01	2019-04-01 0:45	2019-04-01 6:05	2019-04-01 11:45	2019-04-06 14:25	2019-04-11 4:25	2019-04-03 21:04	2019-04-11 13:25	2019-04-11 15:05	2호기	2호기	1호기	1호기	2호기	1호기	1호기	3호기	1호기	1호기	2호기	2호기	2호기	1호기	3호기	1호기	2호기	86	210.0	84.0	71	150.0	372.0	6693.0	6600.0	530.0	80.0	438.0	82.0	381.0	84.0	6956.0	10075.0
2	양품	LOT-101	PNL-03	2019-04-01	2019-04-01 1:29	2019-04-01 6:49	2019-04-01 12:29	2019-04-06 15:09	2019-04-11 5:09	2019-04-03 21:48	2019-04-11 14:09	2019-04-11 15:49	2호기	2호기	1호기	1호기	2호기	1호기	1호기	3호기	1호기	1호기	2호기	2호기	2호기	1호기	3호기	1호기	2호기	78	220.0	78.0	69	148.0	368.0	6747.0	6597.0	530.0	80.0	420.0	92.0	396.0	86.0	6840.0	10645.0
3	양품	LOT-101	PNL-04	2019-04-01	2019-04-01 2:13	2019-04-01 7:33	2019-04-01 13:13	2019-04-06 15:53	2019-04-11 5:53	2019-04-03 22:32	2019-04-11 14:53	2019-04-11 16:33	2호기	2호기	1호기	1호기	2호기	1호기	1호기	3호기	1호기	1호기	2호기	2호기	2호기	1호기	3호기	1호기	2호기	86	210.0	84.0	69	178.0	416.0	7137.0	6420.0	530.0	78.0	429.0	78.0	399.0	90.0	6720.0	10076.0
4	양품	LOT-101	PNL-05	2019-04-01	2019-04-01 2:58	2019-04-01 8:18	2019-04-01 13:58	2019-04-06 16:38	2019-04-11 6:38	2019-04-03 23:17	2019-04-11 15:38	2019-04-11 17:18	2호기	2호기	1호기	1호기	2호기	1호기	1호기	3호기	1호기	1호기	2호기	2호기	2호기	1호기	3호기	1호기	2호기	86	210.0	84.0	69	132.0	380.0	7527.0	6453.0	540.0	76.0	363.0	82.0	393.0	84.0	7110.0	10074.0
5	양품	LOT-101	PNL-06	2019-04-01	2019-04-01 3:42	2019-04-01 9:02	2019-04-01 14:42	2019-04-06 17:22	2019-04-11 7:22	2019-04-04 0:01	2019-04-11 16:22	2019-04-11 18:02	2호기	2호기	1호기	1호기	2호기	1호기	1호기	3호기	1호기	1호기	2호기	2호기	2호기	1호기	3호기	1호기	2호기	78	240.0	80.0	69	148.0	340.0	6747.0	6660.0	540.0	80.0	438.0	76.0	396.0	88.0	6810.0	9748.0
6	양품	LOT-101	PNL-07	2019-04-01	2019-04-01 4:26	2019-04-01 9:46	2019-04-01 15:26	2019-04-06 18:06	2019-04-11 8:06	2019-04-04 0:45	2019-04-11 17:06	2019-04-11 18:46	2호기	2호기	1호기	1호기	2호기	1호기	1호기	3호기	1호기	1호기	2호기	2호기	2호기	1호기	3호기	1호기	2호기	87	200.0	88.0	75	150.0	352.0	7113.0	6480.0	540.0	82.0	387.0	78.0	324.0	86.0	7110.0	9751.0
7	양품	LOT-101	PNL-08	2019-04-01	2019-04-01 5:10	2019-04-01 10:30	2019-04-01 16:10	2019-04-06 18:50	2019-04-11 8:50	2019-04-04 1:29	2019-04-11 17:50	2019-04-11 19:30	2호기	2호기	1호기	1호기	2호기	1호기	1호기	3호기	1호기	1호기	2호기	2호기	2호기	1호기	3호기	1호기	2호기	87	200.0	88.0	75	150.0	352.0	7113.0	6480.0	540.0	76.0	390.0	78.0	345.0	84.0	7110.0	9751.0
8	양품	LOT-101	PNL-09	2019-04-01	2019-04-01 5:55	2019-04-01 11:15	2019-04-01 16:55	2019-04-06 19:35	2019-04-11 9:35	2019-04-04 2:14	2019-04-11 18:35	2019-04-11 20:15	2호기	2호기	1호기	1호기	2호기	1호기	1호기	3호기	1호기	1호기	2호기	2호기	2호기	1호기	3호기	1호기	2호기	86	210.0	85.0	75	190.0	332.0	7107.0	6453.0	540.0	78.0	390.0	78.0	330.0	84.0	7080.0	10075.0
9	양품	LOT-101	PNL-10	2019-04-01	2019-04-01 6:39	2019-04-01 11:59	2019-04-01 17:39	2019-04-06 20:19	2019-04-11 10:19	2019-04-04 2:58	2019-04-11 19:19	2019-04-11 20:59	2호기	2호기	1호기	1호기	2호기	1호기	1호기	3호기	1호기	1호기	2호기	2호기	2호기	1호기	3호기	1호기	2호기	88	220.0	86.0	69	146.0	384.0	6993.0	6453.0	530.0	76.0	399.0	78.0	396.0	84.0	7110.0	10074.0

Last rows

	JUDGE	LOT_ID	PANEL_ID	DATE_1BLACK	TIME_1BLACK	TIME_2AG	TIME_3BUS	TIME_4DIELEC	TIME_5MGO	TIME_6PHOS	TIME_7PASTE	TIME_8AGING	MC_1BLACK_1PRINT	MC_1BLACK_2RTD	MC_2AG_1PRINT	MC_2AG_2RTD	MC_2AG_3EXPOSURE	MC_3BUS_1DEVELOP	MC_3BUS_2FIRE	MC_4DIELEC_1FIRE	MC_5MGO	MC_6PHOS_1R_1DISPENSER	MC_6PHOS_1R_2DRY	MC_6PHOS_2G_1DISPENSER	MC_6PHOS_2G_2DRY	MC_6PHOS_3B_1DISPENSER	MC_6PHOS_4FIRE	MC_7PASTE	MC_8AGING	TAT_1BLACK_1PRINT	TAT_1BLACK_2RTD	TAT_2AG_1PRINT	TAT_2AG_2RTD	TAT_2AG_3EXPOSURE	TAT_3BUS_1DEVELOP	TAT_3BUS_2FIRE	TAT_4DIELEC_FIRE	TAT_5MGO	TAT_6PHOS_1R_1DISPENSER	TAT_6PHOS_1R_2DRY	TAT_6PHOS_2G_1DISPENSER	TAT_6PHOS_2G_2DRY	TAT_6PHOS_3B_1DISPENSER	TAT_6PHOS_4FIRE	TAT_8AGING
3990	양품	LOT-300	PNL-11	2019-08-01	2019-08-01 17:57	2019-08-01 23:17	2019-08-02 4:57	2019-08-07 7:37	2019-08-11 21:37	2019-08-04 10:57	2019-08-12 6:37	2019-08-12 8:17	2호기	1호기	1호기	1호기	1호기	2호기	1호기	3호기	2호기	2호기	1호기	2호기	1호기	1호기	3호기	1호기	2호기	86	250.0	84.0	72	136.0	380.0	7017.0	6480.0	530.0	78.0	390.0	78.0	312.0	78.0	6994.0	10074.0
3991	양품	LOT-300	PNL-12	2019-08-01	2019-08-01 18:41	2019-08-02 0:01	2019-08-02 5:41	2019-08-07 8:21	2019-08-11 22:21	2019-08-04 11:41	2019-08-12 7:21	2019-08-12 9:01	2호기	1호기	1호기	1호기	1호기	2호기	1호기	3호기	2호기	2호기	1호기	2호기	1호기	1호기	3호기	1호기	2호기	98	220.0	88.0	69	500.0	336.0	6720.0	NaN	530.0	88.0	369.0	78.0	351.0	92.0	6990.0	10073.0
3992	양품	LOT-300	PNL-13	2019-08-01	2019-08-01 19:26	2019-08-02 0:46	2019-08-02 6:26	2019-08-07 9:06	2019-08-11 23:06	2019-08-04 12:26	2019-08-12 8:06	2019-08-12 9:46	2호기	1호기	1호기	1호기	1호기	2호기	1호기	3호기	2호기	2호기	1호기	2호기	1호기	1호기	3호기	1호기	2호기	88	210.0	84.0	69	160.0	384.0	6867.0	6480.0	530.0	80.0	369.0	80.0	396.0	86.0	7140.0	9749.0
3993	양품	LOT-300	PNL-14	2019-08-01	2019-08-01 20:10	2019-08-02 1:30	2019-08-02 7:10	2019-08-07 9:50	2019-08-11 23:50	2019-08-04 13:10	2019-08-12 8:50	2019-08-12 10:30	2호기	1호기	1호기	1호기	1호기	2호기	1호기	3호기	2호기	2호기	1호기	2호기	1호기	1호기	3호기	1호기	2호기	86	220.0	87.0	69	142.0	356.0	6720.0	6540.0	530.0	78.0	393.0	100.0	399.0	100.0	6930.0	10077.0
3994	양품	LOT-300	PNL-15	2019-08-01	2019-08-01 20:54	2019-08-02 2:14	2019-08-02 7:54	2019-08-07 10:34	2019-08-12 0:34	2019-08-04 13:54	2019-08-12 9:34	2019-08-12 11:14	2호기	1호기	1호기	1호기	1호기	2호기	1호기	3호기	2호기	2호기	1호기	2호기	1호기	1호기	3호기	1호기	2호기	88	210.0	82.0	72	162.0	384.0	6900.0	6513.0	540.0	78.0	375.0	76.0	312.0	84.0	7170.0	9750.0
3995	명점	LOT-300	PNL-16	2019-08-01	2019-08-01 21:38	2019-08-02 2:58	2019-08-02 8:38	2019-08-07 11:18	2019-08-12 1:18	2019-08-04 14:38	2019-08-12 10:18	2019-08-12 11:58	2호기	1호기	1호기	1호기	1호기	2호기	1호기	3호기	2호기	2호기	1호기	2호기	1호기	1호기	3호기	1호기	2호기	86	220.0	86.0	69	202.0	328.0	7047.0	6447.0	530.0	78.0	393.0	80.0	399.0	86.0	7016.0	10077.0
3996	양품	LOT-300	PNL-17	2019-08-01	2019-08-01 22:23	2019-08-02 3:43	2019-08-02 9:23	2019-08-07 12:03	2019-08-12 2:03	2019-08-04 15:23	2019-08-12 11:03	2019-08-12 12:43	2호기	1호기	1호기	1호기	1호기	2호기	1호기	3호기	2호기	2호기	1호기	2호기	1호기	1호기	3호기	1호기	2호기	87	220.0	86.0	69	174.0	336.0	6813.0	NaN	530.0	80.0	405.0	78.0	402.0	78.0	6990.0	10075.0
3997	양품	LOT-300	PNL-18	2019-08-01	2019-08-01 23:07	2019-08-02 4:27	2019-08-02 10:07	2019-08-07 12:47	2019-08-12 2:47	2019-08-04 16:07	2019-08-12 11:47	2019-08-12 13:27	2호기	1호기	1호기	1호기	1호기	2호기	1호기	3호기	2호기	2호기	1호기	2호기	1호기	1호기	3호기	1호기	2호기	84	210.0	82.0	72	280.0	392.0	6873.0	6447.0	540.0	78.0	375.0	100.0	360.0	84.0	7025.0	NaN
3998	명점	LOT-300	PNL-19	2019-08-01	2019-08-01 23:51	2019-08-02 5:11	2019-08-02 10:51	2019-08-07 13:31	2019-08-12 3:31	2019-08-04 16:51	2019-08-12 12:31	2019-08-12 14:11	2호기	1호기	1호기	1호기	1호기	2호기	1호기	3호기	2호기	2호기	1호기	2호기	1호기	1호기	3호기	1호기	2호기	86	220.0	84.0	69	164.0	376.0	6687.0	6747.0	530.0	78.0	NaN	90.0	375.0	82.0	6960.0	9750.0
3999	양품	LOT-300	PNL-20	2019-08-02	2019-08-02 0:35	2019-08-02 5:55	2019-08-02 11:35	2019-08-07 14:15	2019-08-12 4:15	2019-08-04 17:35	2019-08-12 13:15	2019-08-12 14:55	2호기	1호기	1호기	1호기	1호기	2호기	1호기	3호기	2호기	2호기	1호기	2호기	1호기	1호기	3호기	1호기	2호기	98	210.0	89.0	69	194.0	332.0	6987.0	6507.0	530.0	80.0	318.0	78.0	399.0	82.0	6865.0	10074.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows